Node Classification on Pubmed (high-label)
89.87AccuracyDAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DASBackbone=GCN2025.12 | 89.87 | — | |
| + TANSBackbone=GCN2025.12 | 89.17 | — | |
| DASBackbone=MLP2025.12 | 88.95 | — | |
| + TANSBackbone=MLP2025.12 | 88.84 | — | |
| DASBackbone=GAT2025.12 | 88.57 | — | |
| + TAPEBackbone=GCN2025.12 | 88.21 | — | |
| + KEABackbone=GCN2025.12 | 88.1 | — | |
| + TANSBackbone=GAT2025.12 | 87.98 | — | |
| + TAPEBackbone=GAT2025.12 | 87.8 | — | |
| + KEABackbone=GAT2025.12 | 87.77 | — | |
| Raw TextBackbone=GCN2025.12 | 87.49 | — | |
| Raw TextBackbone=GAT2025.12 | 87.2 | — | |
| + KEABackbone=MLP2025.12 | 85.33 | — | |
| Raw Feat.Backbone=GAT2025.12 | 84.31 | — | |
| Raw Feat.Backbone=GCN2025.12 | 84.1 | — | |
| + TAPEBackbone=MLP2025.12 | 83.98 | — | |
| Raw TextBackbone=MLP2025.12 | 82.58 | — | |
| Raw Feat.Backbone=MLP2025.12 | 80.56 | — | |
| + KEABackbone=Overall2025.12 | — | 3.17 | |
| + TANSBackbone=Overall2025.12 | — | 2.5 | |
| + TAPEBackbone=Overall2025.12 | — | 3.67 | |
| DASBackbone=Overall2025.12 | — | 1.5 | |
| Raw Feat.Backbone=Overall2025.12 | — | 6 | |
| Raw TextBackbone=Overall2025.12 | — | 4.17 |